{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.3.1\n"
     ]
    }
   ],
   "source": [
    "# TensorFlow and tf.keras\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "\n",
    "# Helper libraries\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 参数设置，加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#参数设置\n",
    "img_width = 28\n",
    "img_height = 28\n",
    "channels = 1\n",
    "batch_size = 500\n",
    "num_epochs = 80\n",
    "iterations = 3\n",
    "nb_augmentation = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fashion_classes = {0:\"T恤\",\n",
    "                   1:\"裤子\",\n",
    "                   2:\"套衫\",\n",
    "                   3:\"裙子\",\n",
    "                   4:\"外套\",\n",
    "                   5:\"凉鞋\",\n",
    "                   6:\"汗衫\",\n",
    "                   7:\"运动鞋\",\n",
    "                   8:\"包\",\n",
    "                   9:\"踝靴\"}\n",
    "mnist_classes = [i for i in range (10)]\n",
    "num_classes = 10 \n",
    "class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat',\n",
    "               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Sample: 60000\n",
      "Test Sample: 10000\n"
     ]
    }
   ],
   "source": [
    "#加载数据\n",
    "import tensorflow_datasets as tfds\n",
    "#训练集\n",
    "train_fasion_mnist = tfds.as_numpy(tfds.load(\"fashion_mnist\",split=\"train\",data_dir = \"./\",download=False,batch_size=-1))\n",
    "X_train,y_train = train_fasion_mnist[\"image\"],train_fasion_mnist[\"label\"]\n",
    "#测试集\n",
    "test_fasion_mnist = tfds.as_numpy(tfds.load(\"fashion_mnist\",split=\"test\",data_dir = \"./\",download=False,batch_size=-1))\n",
    "X_test,y_test = test_fasion_mnist[\"image\"],test_fasion_mnist[\"label\"]\n",
    "\n",
    "print(\"Train Sample:\", len(X_train))\n",
    "print(\"Test Sample:\", len(X_test))\n",
    "#print(\"Test Samples222:\",X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 28, 28, 1)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 产生一个随机样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ankle boot\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "arr = np.random.randint(1,len(X_train))\n",
    "import cv2\n",
    "plt.axis(\"off\")\n",
    "# 将图像从BGR转为RGB\n",
    "rgbimage = cv2.cvtColor(X_train[arr], cv2.COLOR_BGR2RGB)\n",
    "print(class_names[y_train[arr]])\n",
    "plt.imshow(rgbimage)\n",
    "plt.colorbar()\n",
    "plt.grid(False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']='SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jFpWZFWoZ51cEsjn7xvJWtuXDzjR8fPAy4M7K44eARSX7SrmPyswG1HhptyUiSgNLROwA0GACbBewqfJ4KzCvZF8pt6jMbECThtC8Bey7pp9OEXdG2lfKgcrMBjVnmpcngKWVxwuAF0v2lfKln5kVmjff1G3AvZLOAE4BHqW47Bu+r5RbVGYGVIbQ1LDVasj44A3AWcDPgDMjom+kfalzuUVlZoOalJkeEa8weJevdF+ZpgeqyTvFvDXlb/Pax9NTb2h3eS5Ux+4qDcIqHX/rv/2+ZHnvtPK/H0rPVsLyk9I5NwcdnV6a6fUfpieoeHtP+Q+3Z3v6M50yPZ2zM21qOldp2tT08e/0lP++3zkonX/Wc2j6K9k1PT219TGztpWWHTe9fNoegDUbEmttAa9vmZEs3/n2Qcny3p7Ed3ly+svauT39O2kUD6Exs/xlOoTGgcrMCh6UbGbjggOVmeXOLSozy58DlZnlzi0qM8tbMHHv+nVs3cXMfyxfOmr2qvSyUb/9z+X5RJ0fLM+ZAVj4sY3J8jmdbyXLn9l+RGnZ0sNeSB770JZ0Ts6zzx+ZLJ91zJvJ8mMPLf/ZXzskvfTStp2J+aKA/ifTy4jxcvrPbmdiGrAZn3kteexnj0kvgfbiO3OS5b/rKf/ZJlW5rpl+cDpHq1r5nkT+GMCpx24qLXtp+6HJYzvvS65K1xBe3MHMxgcHKjPLnSLPSOVAZWaF5s2eMGYOVGY2oM6J8ZrOgcrMBrgz3czy50BlZlnzoORyfW+m5wg65vqH6z7360ccnix/5ejjkuW/e095PtI/zUkfO+219MX+CZvTc0btnveudPlL5evXzXp9R2kZwIzn0usZNtUt6eJbP39+svzNhemJwDpnl38ue3d1Jo9VlXX9Zh66O1m+c0M6/2zrdw4pLZt7z2PJY1vGgcrMcjauEz4lzQS+B3QAuygWFlxBMSH7TyLiq02toZm1jPrzjFS1LO5wCXBDRJwNbAYuBjoiYglwgqT5zaygmbVI7Sslt1zVFlVE3Dzk6VzgUuCblef3U6zN9dzQYypLPC8HOIj0uDIzy0eueVQ1L5claQkwC3iZKksxR8TKiFgUEYumMLUhFTWzFsi0RVVToJI0G7gJuIxRLsVsZuOHovrWDrV0pncCdwHXRsQGSfuWYn6EYinm5s8/UafeVzenX1Cl/NA23jFOL8yUVmUlr6wd9u116fIW1aMe6YSScSCATAcl19IauhxYCFwnaQ3FXczPSboB+HfAT5pXPTNrJfVX39qhls70FRTpCAMk/YhiOeavR8T2JtXNzFpoXOdRjSQitlHjUsxmNk5EZHvp58x0MxtwQLWozOwA5UBlZlkLUF+ekcqByswG5RmnHKjMbJD7qMwsf77rZ2a5c4vKzPLWoEHHkiYDv6lsAFcBnwbOAx6LiP802nN6QLGZAZXM9L6outXgVOCOiFgWEcuATorxwacBr0s6c7R1c4vKzAbUuFLyHEndQ56vjIiVQ54vBs6X9HFgPcXEBf8cESHpPuBc4MHR1MuByswKtV/6bYmIRYnyx4EzI+JVSf9AMS3UvllWRpzDrhoHKjOraNhYv6cjYk/lcTcwhTHOYec+KjMb0KCJ826XtEBSB3AB0EXRRwXFHHYvjrZeblGZWaFxQ2i+AnyXon/+R8BXgbWSbgTOqWyj4kBlZoMacOkXEb+kuPM3oHKn71PAjRHx29Ge04HKzAY1KeEzIt4G7q73eAcqMxtQY3pCyzlQmdkgByozy1oAmS5A6kBlZgCIQP15RioHKjMb5Es/M8uaL/3MbDzwXT8zy58DlZnlzQuQmlnuAvByWWaWO/dRmVn+HKjMLGsB9I/TQCVpJvA9oAPYBVwEPM+QFSYiYn3TamhmLTK+O9MvAW6IiAckrQCuoVhh4urmVs3MWm68DqGJiJuHPJ0LvMzvrzBxZUT0Nql+ZtYqGV/61TxnuqQlwCzgAYoVJk6jmLT9vBFeu1xSt6TuHvYMLzazLAVEf/WtDWrqTJc0G7gJ+FNg87AVJuYPf31lja+VADM0O88QbWb7y7SPqmqLSlIncBdwbURsYP8VJp5qch3NrBX2XfpV29qglku/y4GFwHWS1gDPALcDvwDWRcSoVjw1s4xFVN/aoJbO9BXAimG7r29OdcysfWL83vUzswkicKAys3Eg0850ByozG+RAZWZ5a99dvWocqMysEBBtSuisxoHKzAb1OVCZWc7C6QlmNh64M93MchduUZlZ3sb3xHlmNhEE0NfX7lqMyIHKzIAiTkWmeVQ1T5xnZge4aNzEeZJukbRO0pcaUTUHKjMbEP1RdatG0oVAR0QsAU6QtN/kmqOlaHLnmaQ3gA1Dds0BtjT1TevnutXHdRu9Rtfr2IiYO5YTSPopRb2qOQh4Z8jzlZVZffed538CP42IeyVdDBwcEbeOpW5N76Ma/uFJ6o6IRc1+33q4bvVx3UYvx3pFxDkNOlUXsKnyeCvFxJtj4ks/M2u0t4CDK4+n04A440BlZo32BLC08ngB8OJYT9iO9ISV1V/SNq5bfVy30cu1Xo1wD7BW0pHAucDisZ6w6Z3pZjbxSJoFnAU8FBGbx3w+Byozy537qMwsew5UgKTJkl6StKayvb/ddcqdpHmS1lYeHyVp45DPb0z5PAciSTMlrZJ0v6QfSOr0d652Lb30k3QLcArwk4j4asveuApJC4GLIuLqdtdlKEnzgLsj4gxJU4DvA7OBWyLi79tYr1nAHcC7ImJhJRN5XmUNyLaRNBP4HtAB7AIuoliTsu3fOUlfAJ6LiAckrQBeBbpy+87lqmUtqmak1TfQYuB8SY9Vxii1fbB2JRjcRpE8B3AV8ERE/BHwaUmHtK1y0EcRBHZUni8GrpD0c0lfa1+1uAS4ISLOBjYDF5PJdy4ibo6IBypP5wK9ZPady1krL/2WAXdWHt/PYJ5FDh4HzoyI04ApwHltrg/sHwyWMfj5PQS0Las5InZExPYhu1ZR1O/DwBJJp7apXsODwaVk9p2TtASYBTxAft+5bLUyUA1Pq5/Xwveu5umIeLXyuBtoe2tvhGCQ8+f3cETsjIg+4Ena/PkNCQYvk9FnJmk2cBNwGRl+53LWykDV8LT6Brpd0gJJHcAFwFPtrtAIcv787pN0hKRpwNnAL9tVkWHBIJvPTFIncBdwbURsYHx857LRyl9cw9PqG+grwO3AL4B1EfFgm+szkpw/v+uB1cAjwLci4tl2VGKEYJDTZ3Y5xeDc6yStAZ4h/+9cNlp210/SDGAt8H+opNUPu7SxEUhaExHLJB0L3As8CHyE4vPLc97YNpH0H4GvMdg6uRX4c/ydG/danZ7Q0LT6iaYydmopcJ//wdXG37kDg4fQmFn2cuqQNTMbkQOVmWXPgWqCq4xB66rhdZ2V/h6zlnOgmmAqt/CH+gxwzbDXfFnShyTdIemYyu6TKO6gmbWcO9MnEEl/CHwD+BPghxRDN6j8fw9F9vvfAX9BkdH9Hop0iL3ABygyu18GlkfEcy2tvE1oHgg5gUTEM5IeAa6MiE+VvU7S4cCJwGHAlyNis6STgYsj4q9aU1uzQW5RTTCVIRsCjgfWAP+vUnQwRWvpSuCDwBeB71Bkc18DHAW8C9gIfC8i/q6F1bYJzi2qCSYi+iSdB/wKWBURVwBIOpFiKMzJFLMO9FIsMvnfIuJCSScB50fEDW2quk1g7kyfYCQtBpYD/cCJkh6V9CpF39SvKSZ02wgcC3wSuEfS31AMR/mCpNWS3tee2ttE5RbVBFKZnO1rwH+g6Dy/G/gpxaXdvRRTtLyPYi6sfopW1YkR8Rfuo7J2cqCaWC6hGKD7EsWUvf84pGwTxVTHf0LRV3UKxYR4u4anNEiaHBG9LamxGQ5UE0pE3FZpVZ0KPAesp+gwfzQiHpV0NdAfEesl7QJ+QzGn008oWmBI+heK+aauGeEtzJrCd/0mMEmimCPp6YjoaXd9zMo4UJlZ9nzXz8yy50BlZtlzoDKz7DlQmVn2/j9eRzqUpdHZ9QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "from matplotlib import pyplot as plt\n",
    "arr = np.random.randint(1,len(X_train))\n",
    "plt.figure()\n",
    "plt.imshow(X_train[arr].squeeze())\n",
    "plt.xlabel(fashion_classes[y_train[arr]])\n",
    "plt.colorbar()\n",
    "plt.grid(False)\n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据增强"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#数据增强深层神经网络一般都需要大量的训练数据才能获得比较理想的结果。\n",
    "#在数据量有限的情况下，可以通过数据增强（DataAugmentation）来增加训练样本的多样性，提高模型鲁棒性，避免过拟合.在计算机视觉中，典型的数据增强方法有翻转（Flip），旋转（Rotat），缩放（Scale），随机裁剪或补零（Random Crop or Pad），色彩抖动（Color jittering），加噪声（Noise）等。\n",
    "#本案例进行了旋转、反转和填充模式的增强。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "#定义用于增强的选项\n",
    "datagen = ImageDataGenerator(\n",
    "    rotation_range=10,\n",
    "    horizontal_flip=True,\n",
    "    fill_mode='nearest'\n",
    ")\n",
    "#定义图像增强函数\n",
    "def image_augmentation(image,nb_of_augmentation):\n",
    "    '''\n",
    "    Generates new images bei augmentation\n",
    "    image :原始图像\n",
    "    nb_ augmentation:增加的数量\n",
    "    images:得到的新的图像\n",
    "    '''\n",
    "    images = []\n",
    "    image = image.reshape(1,img_height,img_width,channels)\n",
    "    i=0\n",
    "    for x_batch in datagen.flow(image,batch_size=1):\n",
    "        images.append(x_batch)\n",
    "        i+=1\n",
    "        if i >= nb_of_augmentation:\n",
    "            break\n",
    "    return images\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "def preprocess_data(images, targets, use_augmentation=False, nb_of_augmentation=1):\n",
    "    '''\n",
    "    images:原始图像\n",
    "    targets:目标标签\n",
    "    use_augmentation:如果进行数据增强则将其设定为True\n",
    "    nb_of_augmentation: 如果use_augmentation=True，设置增强的数量\n",
    "    '''\n",
    "    X = []\n",
    "    y = []\n",
    "    for x_, y_ in zip(images, targets):\n",
    "        #朽像素点缩放为0.0-1.0\n",
    "        x_=x_/255.\n",
    "        #数据增强\n",
    "        if use_augmentation:\n",
    "            argu_img= image_augmentation(x_, nb_of_augmentation)\n",
    "            for a in argu_img:\n",
    "                X.append(a.reshape(img_height, img_width, channels))\n",
    "                y.append(y_)\n",
    "                \n",
    "        X.append(x_)\n",
    "        y.append(y_)\n",
    "    print('*预处理完成： %i个样本\\n' % len(X))\n",
    "    return np.array(X),tf.keras.utils.to_categorical(y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*预处理完成： 180000个样本\n",
      "\n",
      "*预处理完成： 10000个样本\n",
      "\n"
     ]
    }
   ],
   "source": [
    "X_train_shaped, y_train_shaped = preprocess_data(\n",
    "    X_train,y_train,\n",
    "    use_augmentation=True,\n",
    "    nb_of_augmentation=nb_augmentation\n",
    ")\n",
    "X_test_shaped, y_test_shaped = preprocess_data(X_test, y_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#训练前36个\n",
    "plt.figure(figsize=(12,12))\n",
    "for i in range(36):\n",
    "    plt.subplot(6,6,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    #X_train[arr]=C.astype(np.uint8)  #python类型转换\n",
    "    #X_train_img = cv2.cvtColor(X_train[i], cv2.COLOR_BGR2RGB)\n",
    "    plt.imshow(X_train[i].squeeze(), cmap=plt.cm.binary)\n",
    "    plt.xlabel(fashion_classes[y_train[i]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 模型定义"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "卷积神经网络（CNN）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "batch_normalization (BatchNo (None, 28, 28, 1)         4         \n",
      "_________________________________________________________________\n",
      "conv2d (Conv2D)              (None, 28, 28, 64)        1088      \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 14, 14, 64)        0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 14, 14, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 11, 11, 64)        65600     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 5, 5, 64)          0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 5, 5, 64)          0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 1600)              0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 256)               409856    \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 64)                16448     \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 64)                256       \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 10)                650       \n",
      "=================================================================\n",
      "Total params: 493,902\n",
      "Trainable params: 493,772\n",
      "Non-trainable params: 130\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "#模型定义\n",
    "def create_model():\n",
    "    #创建简单序贯模型\n",
    "    #使用keras的squential搭建神经网络模型时使用add进行一层一层的搭建\n",
    "    cnn = tf.keras.Sequential()\n",
    "    #添加新入层\n",
    "    cnn.add(tf.keras.layers.InputLayer(input_shape=(img_height,img_width,channels)))\n",
    "    # BatchNormaLization(BN)可以防止梯度爆炸或猕散、可以提高训练时模型对于不同超参（学习率、初始化)的鲁棒性\n",
    "    #可以让大部分的激活N娄育总够远离其饱和区域\n",
    "    cnn.add(tf.keras.layers.BatchNormalization())\n",
    "    #卷积层和池化层\n",
    "    cnn.add(tf.keras.layers.Convolution2D(64,(4,4),padding= 'same', activation= 'relu'))\n",
    "    cnn.add(tf.keras.layers.MaxPooling2D(pool_size=(2,2)))\n",
    "    #Dropout\n",
    "    #是种防上过以合的手段\n",
    "    cnn.add(tf.keras.layers.Dropout(0.1))\n",
    "    #卷积层利和池化层\n",
    "    cnn.add(tf.keras.layers.Convolution2D(64,(4,4),activation='relu'))\n",
    "    cnn.add(tf.keras.layers.MaxPooling2D(pool_size=(2,2)))\n",
    "    # Dropout\n",
    "    cnn.add(tf.keras.layers.Dropout(0.3))\n",
    "    #维特征向量转换维维特征向量\n",
    "    cnn.add(tf.keras.layers.Flatten())\n",
    "    #全连接层                                \n",
    "    #激活擞采用relu\n",
    "    cnn.add(tf.keras.layers.Dense(256,activation='relu'))\n",
    "    #Dropout\n",
    "    cnn.add(tf.keras.layers.Dropout(0.5))\n",
    "    #全连接层\n",
    "    cnn.add(tf.keras.layers.Dense(64,activation='relu'))\n",
    "    #Normalization\n",
    "    cnn.add(tf.keras.layers.BatchNormalization())\n",
    "    #激活国数采用softmax\n",
    "    #softmax被用于多分类问题\n",
    "    cnn.add(tf.keras.layers.Dense(num_classes, activation='softmax' ))\n",
    "    #相当于一个汇总，损失函数采用交叉嫡，优化器选择adam，评估指标选用准确率\n",
    "    cnn.compile(loss='categorical_crossentropy',optimizer=tf.keras.optimizers.Adam(),metrics=['accuracy'])\n",
    "    return cnn\n",
    "create_model().summary()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# 训练执行"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#划分训练集和测试集，使用sklearn的train_test_split函数来进行数据的划分，划分比例为5：1训练集和测试集划分完成，则进行模型的训练，并将每个iter的最佳模型保存为hdf5格式的checkpoint，以便后期模型的调用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration: 0\n",
      "Epoch 1/2\n",
      "288/288 [==============================] - ETA: 0s - loss: 0.5911 - accuracy: 0.7898\n",
      "Epoch 00001: val_loss improved from inf to 0.54289, saving model to fashion_mnist-0.hdf5\n",
      "288/288 [==============================] - 216s 752ms/step - loss: 0.5911 - accuracy: 0.7898 - val_loss: 0.5429 - val_accuracy: 0.8667\n",
      "Epoch 2/2\n",
      "288/288 [==============================] - ETA: 0s - loss: 0.3577 - accuracy: 0.8697\n",
      "Epoch 00002: val_loss improved from 0.54289 to 0.27422, saving model to fashion_mnist-0.hdf5\n",
      "288/288 [==============================] - 216s 749ms/step - loss: 0.3577 - accuracy: 0.8697 - val_loss: 0.2742 - val_accuracy: 0.8991\n",
      "iteration: 1\n",
      "Epoch 1/2\n",
      "288/288 [==============================] - ETA: 0s - loss: 0.5885 - accuracy: 0.7900\n",
      "Epoch 00001: val_loss improved from inf to 0.48036, saving model to fashion_mnist-1.hdf5\n",
      "288/288 [==============================] - 214s 742ms/step - loss: 0.5885 - accuracy: 0.7900 - val_loss: 0.4804 - val_accuracy: 0.8744\n",
      "Epoch 2/2\n",
      "288/288 [==============================] - ETA: 0s - loss: 0.3621 - accuracy: 0.8677\n",
      "Epoch 00002: val_loss improved from 0.48036 to 0.28045, saving model to fashion_mnist-1.hdf5\n",
      "288/288 [==============================] - 211s 734ms/step - loss: 0.3621 - accuracy: 0.8677 - val_loss: 0.2804 - val_accuracy: 0.8959\n",
      "iteration: 2\n",
      "Epoch 1/2\n",
      "288/288 [==============================] - ETA: 0s - loss: 0.5926 - accuracy: 0.7909\n",
      "Epoch 00001: val_loss improved from inf to 0.51815, saving model to fashion_mnist-2.hdf5\n",
      "288/288 [==============================] - 210s 730ms/step - loss: 0.5926 - accuracy: 0.7909 - val_loss: 0.5181 - val_accuracy: 0.8737\n",
      "Epoch 2/2\n",
      "288/288 [==============================] - ETA: 0s - loss: 0.3619 - accuracy: 0.8698\n",
      "Epoch 00002: val_loss improved from 0.51815 to 0.28006, saving model to fashion_mnist-2.hdf5\n",
      "288/288 [==============================] - 217s 755ms/step - loss: 0.3619 - accuracy: 0.8698 - val_loss: 0.2801 - val_accuracy: 0.8954\n"
     ]
    }
   ],
   "source": [
    "#训练执行\n",
    "from sklearn.model_selection import train_test_split\n",
    "histories = []\n",
    "for i in range(0,iterations):\n",
    "    print('iteration: %i' %i)\n",
    "    filepath = \"fashion_mnist-%i.hdf5\" %i\n",
    "    X_train_, x_val_, y_train_, y_val_ = train_test_split(X_train_shaped, y_train_shaped,test_size=0.2, random_state=42)\n",
    "    cnn = create_model()\n",
    "    history = cnn.fit(X_train_,y_train_,\n",
    "                      batch_size=batch_size,\n",
    "                      epochs=2,#num epochs,\n",
    "                      verbose=1,\n",
    "                      validation_data=(x_val_,y_val_),\n",
    "                      callbacks=[tf.keras.callbacks.ModelCheckpoint(filepath,monitor= 'val_loss',verbose=1,save_best_only=True)])\n",
    "    histories.append(history.history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 以最小损失值作为标准来进行模型的保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集: \t0.36624575 loss / 0.86602086 acc\n",
      "验证类: \t0.28460771 loss / 0.89608335 acc\n"
     ]
    }
   ],
   "source": [
    "#模型保存\n",
    "def get_avg(histories, his_key):\n",
    "    tmp= []\n",
    "    for history in histories:\n",
    "        tmp.append(history[his_key][np.argmin(history['val_loss'])])\n",
    "        return np.mean(tmp)\n",
    "    \n",
    "print('训练集: \\t%0.8f loss / %0.8f acc'%(get_avg(histories,'loss'),get_avg(histories,'accuracy')))\n",
    "print('验证类: \\t%0.8f loss / %0.8f acc'%(get_avg(histories,'val_loss'),get_avg(histories,'val_accuracy')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#确定所有模型的损失和准确性。\n",
    "#测试集上所有模型的损失和准确度  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running final test with modeI 0: 0.2899 loss / 0.8927 acc\n",
      "Running final test with modeI 1: 0.2897 loss / 0.8905 acc\n",
      "Running final test with modeI 2: 0.3010 loss / 0.8901 acc\n",
      "\n",
      "Average 1oss / accuracy on testset: 0.2935 1oss/ 0.89110 acc \n",
      "Standard deviation: (+-0.0053) 1oss / (+-0.0011) acc\n"
     ]
    }
   ],
   "source": [
    "test_loss=[]\n",
    "test_accs=[]\n",
    "for i in range(0,iterations):\n",
    "    cnn_=tf.keras.models.load_model(\"models/fashion_mnist-%i.hdf5\"% i)\n",
    "    score =cnn_.evaluate(X_test_shaped,y_test_shaped,verbose=0)\n",
    "    test_loss.append(score[0])\n",
    "    test_accs.append(score[1])\n",
    "    print('Running final test with modeI %i: %0.4f loss / %0.4f acc' % (i,score[0],score[1]))\n",
    "print('\\nAverage 1oss / accuracy on testset: %0.4f 1oss/ %0.5f acc '% (np.mean(test_loss),np.mean(test_accs)))\n",
    "print('Standard deviation: (+-%0.4f) 1oss / (+-%0.4f) acc' % (np.std(test_loss),np.std(test_accs)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制每个iter的准确性和损失曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_acc_loss(title, histories, key_acc, key_loss):\n",
    "    fig,(ax1, ax2) = plt.subplots(1, 2)\n",
    "    #准确率\n",
    "    ax1.set_title('Model accuracy (%s)' % title)\n",
    "    names =[]\n",
    "    for i, model in enumerate(histories):\n",
    "        ax1.plot(model[key_acc])\n",
    "        ax1.set_xlabel('epoch')\n",
    "        names.append('Model %i' % i)\n",
    "        ax1.set_ylabel('accuracy')\n",
    "    ax1.legend(names,loc='upper left')\n",
    "    #损失\n",
    "    ax2.set_title('Model 1oss (%s)'% title)\n",
    "    for model in histories:\n",
    "        ax2.plot(model[key_loss])\n",
    "        ax2.set_xlabel('epoch' )\n",
    "        ax2.set_ylabel('loss')\n",
    "    ax2.legend(names,loc='upper right')\n",
    "    fig.set_size_inches(20,5)\n",
    "    plt.show()\n",
    "plot_acc_loss('training', histories, 'accuracy', 'loss')\n",
    "plot_acc_loss('validation', histories, 'val_accuracy','val_loss')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 选择其中一个iter中模型进行评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "RUN=0\n",
    "model=create_model()\n",
    "model.load_weights(\"models/fashion_mnist-%i.hdf5\" % RUN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单模型绘制准确性和损失曲线 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def plot_train_val(title,history):\n",
    "\n",
    "    fig,(ax1,ax2) = plt.subplots(1,2)\n",
    "\n",
    "    #Accuracy\n",
    "\n",
    "    ax1.set_title('Model accuracy - %s' % title)\n",
    "\n",
    "    ax1.plot(history['accuracy'])\n",
    "\n",
    "    ax1.plot(history['val_accuracy'])\n",
    "\n",
    "    ax1.set_xlabel('epoch')\n",
    "\n",
    "    ax1.set_ylabel('accuracy')\n",
    "\n",
    "    ax1.legend(['train','validation'],loc='upper left')\n",
    "\n",
    "    #Loss\n",
    "\n",
    "    ax2.set_title('Model loss - %s' % title)\n",
    "\n",
    "    ax2.plot(history['loss'])\n",
    "\n",
    "    ax2.plot(history['val_loss'])\n",
    "\n",
    "    ax2.set_xlabel('epoch')\n",
    "\n",
    "    ax2.set_ylabel('accuracy')\n",
    "\n",
    "    ax2.legend(['train','validation'],loc='upper left')\n",
    "\n",
    "    fig.set_size_inches(20,5)\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "plot_train_val('Model %i' % RUN,histories[RUN])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用测试数据验证模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可使用models路径中训练好的模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False#用来正常显示负号\n",
    "def plot_sample_predictions(classes,model,X_test,y_test):\n",
    "    class_ = 0\n",
    "    images_per_row = 5\n",
    "    rows = len(classes) // images_per_row\n",
    "    for i in range(rows):\n",
    "        fig, axis = plt.subplots(1, images_per_row)\n",
    "        for i, axis in enumerate(axis):\n",
    "            elements = np.squeeze(np.argwhere(y_test ==class_))\n",
    "            random = np.random.randint(len(elements))\n",
    "            X = X_test[elements[random]]\n",
    "            y = y_test[elements[random]]\n",
    "            fig.set_size_inches(10,20)\n",
    "            x_reshape = X.reshape([1,img_height,img_width,channels])\n",
    "            axis.text(0,32,'Predicted:{}'.format(classes[np.argmax(model.predict(x_reshape))]))\n",
    "            axis.text(0,36,'Correct:{}'.format((classes)[y]))\n",
    "            axis.imshow(np.squeeze(X),cmap='gray')\n",
    "            axis.axis('off')\n",
    "            class_ += 1\n",
    "    plt.show()\n",
    "plot_sample_predictions(list(fashion_classes.values()),model, X_test_shaped, y_test)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制混淆矩阵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TP(True Positive): 真实为0，预测也为0\n",
    "FN(False Negative): 真实为0，预测为1\n",
    "FP(False Positive): 真实为1，预测为0\n",
    "TN(True Negative): 真实为1，预测也为1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-39-1b30377019fe>:16: Sequential.predict_classes (from tensorflow.python.keras.engine.sequential) is deprecated and will be removed after 2021-01-01.\n",
      "Instructions for updating:\n",
      "Please use instead:* `np.argmax(model.predict(x), axis=-1)`,   if your model does multi-class classification   (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`,   if your model does binary classification   (e.g. if it uses a `sigmoid` last-layer activation).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-39-1b30377019fe>:16: Sequential.predict_classes (from tensorflow.python.keras.engine.sequential) is deprecated and will be removed after 2021-01-01.\n",
      "Instructions for updating:\n",
      "Please use instead:* `np.argmax(model.predict(x), axis=-1)`,   if your model does multi-class classification   (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`,   if your model does binary classification   (e.g. if it uses a `sigmoid` last-layer activation).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "import itertools\n",
    "def plot_confusion_matrix(cm,class_, title='Confusion matrix',cmap=plt.cm.Reds):\n",
    "    plt.imshow(cm,interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    tick_marks = np.arange(len(class_))\n",
    "    plt.xticks(tick_marks,class_,rotation=90)\n",
    "    plt.yticks(tick_marks,class_)\n",
    "    fnt='d'\n",
    "    thresh = cm.max()/ 2.\n",
    "    for i,j in itertools.product(range (cm.shape[0]),range(cm.shape[1])):\n",
    "        plt.text(j,i, format(cm[i,j],fnt), horizontalalignment=\"center\", color=\"white\"if cm[i,j]> thresh else \"black\")\n",
    "    plt.ylabel('True labels')\n",
    "    plt.xlabel('Predicted labels')\n",
    "    plt.show()\n",
    "predictions = model.predict_classes(X_test_shaped,verbose=0)\n",
    "plot_confusion_matrix(confusion_matrix(y_test, predictions),list(fashion_classes.values()))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 自定义服装图片识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载模型权重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#选择第一个模型\n",
    "RUN=0\n",
    "model=create_model()\n",
    "model.load_weights(\"models/fashion_mnist-%i.hdf5\" % RUN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 显示测试的所有图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1.jpg', '10.jpg', '11.jpg', '12.jpg', '13.png', '14.png', '15.png', '16.png', '2.jpg', '3.jpg', '4.jpg', '5.jpg', '6.jpg', '7.jpg', '8.jpg', '9.jpg', 'qun.png']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "%matplotlib inline\n",
    "file_dir = \"./testdata/\"\n",
    "data = []\n",
    "for n in os.listdir(file_dir):\n",
    "    if(n.lower().endswith(('.bmp','.dib','.png','.jpg','.jpeg','.pbm','.pgm','.ppm','.tif','.tiff'))):\n",
    "        data.append(n)\n",
    "print(data)\n",
    "plt.figure(figsize=(10,10))\n",
    "m = len(data)\n",
    "for i in range(1,m):\n",
    "    plt.subplot(m/4+1,4,i)\n",
    "    data_dir = file_dir + data[i]\n",
    "    img = Image.open(data_dir)\n",
    "    plt.imshow(img)\n",
    "    plt.xlabel(data[i])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 新图像识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "模型重建完成，对于输入的数据，需要先将输入转换成和模型输入相同的数据格式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.jpg预测为凉鞋\n",
      "10.jpg预测为包\n",
      "11.jpg预测为T恤\n",
      "12.jpg预测为包\n",
      "13.png预测为汗衫\n",
      "14.png预测为包\n",
      "15.png预测为汗衫\n",
      "16.png预测为裤子\n",
      "2.jpg预测为T恤\n",
      "3.jpg预测为汗衫\n",
      "4.jpg预测为裙子\n",
      "5.jpg预测为裙子\n",
      "6.jpg预测为裙子\n",
      "7.jpg预测为包\n",
      "8.jpg预测为包\n",
      "9.jpg预测为包\n",
      "qun.png预测为汗衫\n"
     ]
    }
   ],
   "source": [
    "for n in os.listdir(file_dir):\n",
    "    num=[]\n",
    "    if(n.lower().endswith(('.bmp','.dib','.png','.jpg','.jpeg','.pbm','.pgm','.ppm','.tif','.tiff'))):\n",
    "        data_dir = file_dir+n\n",
    "        #读取图片\n",
    "        im=Image.open(data_dir)\n",
    "        #将RGB彩色图像转为灰度图像0-255 0最黑 255最白\n",
    "        im =im.convert('L')\n",
    "        #将图片调整为为28*28大小的图像Image. ANTALIAS高质量调整，清晰更高点Image.NEARST低质量调整\n",
    "        im = im.resize((28,28),Image.ANTIALIAS)\n",
    "        image_list= []\n",
    "        for x in range(28):\n",
    "            scanline_list=[]\n",
    "            for y in range(28):\n",
    "                #获得这张图片每个像满点的值\n",
    "                pixel = im.getpixel((y,x))\n",
    "                pixel = 255.0-pixel\n",
    "                pixel= pixel/255.0\n",
    "                scanline_list.append (pixel)\n",
    "            image_list.append(scanline_list)\n",
    "        #转成模型能够接受的数据类型\n",
    "        arr1 = np.array(image_list).reshape((1, 28,28,1))\n",
    "        classes=list(fashion_classes.values())\n",
    "        prediction = classes[np.argmax(model.predict(arr1))]    \n",
    "        print (n+\"预测为\"+prediction)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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